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Neural network nuclear power plant diagnostic equipment

机译:神经网络核电站诊断设备

摘要

PURPOSE:To diagnose a nuclear power plant after learning without any knowledge base by utilizing a neural network which can be calculated from the coupling between the output of a neural element and outputs of other neural elements including itself. CONSTITUTION:The neural network consists of neural elements in N input layers 40a, L intermediate layers Z(40b), and M output layers 40c and the neural elements 40 are simulated by neural cells of a living body. The neural elements 40 are connected by coupling elements 41 and the respective outputs of the neural elements are multiplied by coupling weight and outputted to neural elements in next layers to simulate synapsis. Here, N is the sum of the number Na of alarm states obtained from the nuclear plant, the number Nb of pressure values, and the number Nc of temperature values, and M is the number of accident causes. The coupling weight is calculated by learning algorithm from learning data on measurement data, the alarm, pressure, temperature, etc., obtained by simulation, etc., the accident causes, etc. After the learning, the accident causes are estimated actually for the alarm and others to diagnose the abnormality of the nuclear plant without any knowledge base.
机译:目的:通过利用神经网络来诊断没有任何知识库的学习后的核电站,该网络可以从神经元输出与包括自身在内的其他神经元输出之间的耦合来计算。组成:神经网络由N个输入层40a,L个中间层Z(40b)和M个输出层40c中的神经元组成,并且神经元40由生物体的神经细胞模拟。神经元件40通过耦合元件41连接,并且神经元件的各个输出乘以耦合权重并输出到下一层的神经元件以模拟突触。在此,N是从核电站获得的警报状态的数量Na,压力值的数量Nb和温度值的数量Nc的总和,M是事故原因的数量。耦合权重是通过学习算法从测量数据,警报,压力,温度等的学习数据(通过仿真等获得),事故原因等计算得出的。学习后,实际估算出事故原因。警报等无需任何知识即可诊断核电站的异常。

著录项

  • 公开/公告号JP2699607B2

    专利类型

  • 公开/公告日1998-01-19

    原文格式PDF

  • 申请/专利权人 三菱電機株式会社;

    申请/专利号JP19900089520

  • 发明设计人 泉井 良夫;

    申请日1990-04-03

  • 分类号G21C17/00;

  • 国家 JP

  • 入库时间 2022-08-22 03:00:49

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